Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 9879 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.6 MiB |
| Average record size in memory | 168.0 B |
Variable types
| NUM | 10 |
|---|---|
| CAT | 7 |
| BOOL | 4 |
Reproduction
| Analysis started | 2020-06-30 23:28:45.453512 |
|---|---|
| Analysis finished | 2020-06-30 23:29:01.210819 |
| Duration | 15.76 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
blueCSPerMin is highly correlated with blueTotalMinionsKilled | High correlation |
blueTotalMinionsKilled is highly correlated with blueCSPerMin | High correlation |
blueGoldPerMin is highly correlated with blueTotalGold | High correlation |
blueTotalGold is highly correlated with blueGoldPerMin | High correlation |
gameId has unique values | Unique |
blueWardsDestroyed has 745 (7.5%) zeros | Zeros |
blueAssists has 217 (2.2%) zeros | Zeros |
blueTowersDestroyed has 9415 (95.3%) zeros | Zeros |
| Distinct count | 9879 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4500084044.8455305 |
|---|---|
| Minimum | 4295358071 |
| Maximum | 4527990640 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 77.2 KiB |
Quantile statistics
| Minimum | 4295358071 |
|---|---|
| 5-th percentile | 4448162119 |
| Q1 | 4483301169 |
| median | 4510920346 |
| Q3 | 4521733208 |
| 95-th percentile | 4526401226 |
| Maximum | 4527990640 |
| Range | 232632569 |
| Interquartile range (IQR) | 38432039.5 |
Descriptive statistics
| Standard deviation | 27573278.49 |
|---|---|
| Coefficient of variation (CV) | 0.006127280783 |
| Kurtosis | 3.334606538 |
| Mean | 4500084045 |
| Median Absolute Deviation (MAD) | 13393261 |
| Skewness | -1.459122438 |
| Sum | 4.445633028e+13 |
| Variance | 7.602856867e+14 |
| Value | Count | Frequency (%) | |
| 4458383359 | 1 | < 0.1% | |
| 4492870986 | 1 | < 0.1% | |
| 4447992971 | 1 | < 0.1% | |
| 4517889362 | 1 | < 0.1% | |
| 4524077612 | 1 | < 0.1% | |
| 4491128143 | 1 | < 0.1% | |
| 4492253992 | 1 | < 0.1% | |
| 4527078434 | 1 | < 0.1% | |
| 4524068171 | 1 | < 0.1% | |
| 4466040137 | 1 | < 0.1% | |
| Other values (9869) | 9869 | 99.9% |
| Value | Count | Frequency (%) | |
| 4295358071 | 1 | < 0.1% | |
| 4296004784 | 1 | < 0.1% | |
| 4296036692 | 1 | < 0.1% | |
| 4296354535 | 1 | < 0.1% | |
| 4297209068 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4527990640 | 1 | < 0.1% | |
| 4527960459 | 1 | < 0.1% | |
| 4527909697 | 1 | < 0.1% | |
| 4527908858 | 1 | < 0.1% | |
| 4527898486 | 1 | < 0.1% |
blueWins
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 77.2 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 4949 | 50.1% | |
| Yes | 4930 | 49.9% |
blueWardsPlaced
Real number (ℝ≥0)
| Distinct count | 147 |
|---|---|
| Unique (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.28828828828829 |
|---|---|
| Minimum | 5 |
| Maximum | 250 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 77.2 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 14 |
| median | 16 |
| Q3 | 20 |
| 95-th percentile | 53 |
| Maximum | 250 |
| Range | 245 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 18.01917652 |
|---|---|
| Coefficient of variation (CV) | 0.8084594152 |
| Kurtosis | 23.43945163 |
| Mean | 22.28828829 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 4.136352605 |
| Sum | 220186 |
| Variance | 324.6907223 |
| Value | Count | Frequency (%) | |
| 16 | 1255 | 12.7% | |
| 15 | 1217 | 12.3% | |
| 17 | 988 | 10.0% | |
| 14 | 974 | 9.9% | |
| 18 | 831 | 8.4% | |
| 13 | 694 | 7.0% | |
| 19 | 483 | 4.9% | |
| 12 | 447 | 4.5% | |
| 20 | 288 | 2.9% | |
| 11 | 239 | 2.4% | |
| Other values (137) | 2463 | 24.9% |
| Value | Count | Frequency (%) | |
| 5 | 2 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 8 | 16 | 0.2% | |
| 9 | 39 | 0.4% | |
| 10 | 96 | 1.0% |
| Value | Count | Frequency (%) | |
| 250 | 1 | < 0.1% | |
| 221 | 1 | < 0.1% | |
| 209 | 1 | < 0.1% | |
| 203 | 1 | < 0.1% | |
| 198 | 1 | < 0.1% |
| Distinct count | 27 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.824881060836117 |
|---|---|
| Minimum | 0 |
| Maximum | 27 |
| Zeros | 745 |
| Zeros (%) | 7.5% |
| Memory size | 77.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.174998382 |
|---|---|
| Coefficient of variation (CV) | 0.7699433482 |
| Kurtosis | 17.19675844 |
| Mean | 2.824881061 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.845981594 |
| Sum | 27907 |
| Variance | 4.730617963 |
| Value | Count | Frequency (%) | |
| 2 | 2357 | 23.9% | |
| 3 | 2116 | 21.4% | |
| 1 | 1790 | 18.1% | |
| 4 | 1413 | 14.3% | |
| 5 | 746 | 7.6% | |
| 0 | 745 | 7.5% | |
| 6 | 345 | 3.5% | |
| 7 | 163 | 1.6% | |
| 8 | 68 | 0.7% | |
| 9 | 22 | 0.2% | |
| Other values (17) | 114 | 1.2% |
| Value | Count | Frequency (%) | |
| 0 | 745 | 7.5% | |
| 1 | 1790 | 18.1% | |
| 2 | 2357 | 23.9% | |
| 3 | 2116 | 21.4% | |
| 4 | 1413 | 14.3% |
| Value | Count | Frequency (%) | |
| 27 | 1 | < 0.1% | |
| 25 | 1 | < 0.1% | |
| 24 | 1 | < 0.1% | |
| 23 | 1 | < 0.1% | |
| 22 | 2 | < 0.1% |
blueFirstBlood
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 77.2 KiB |
| Yes | |
|---|---|
| No |
| Value | Count | Frequency (%) | |
| Yes | 4987 | 50.5% | |
| No | 4892 | 49.5% |
blueKills
Real number (ℝ≥0)
| Distinct count | 21 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.18392549853224 |
|---|---|
| Minimum | 0 |
| Maximum | 22 |
| Zeros | 63 |
| Zeros (%) | 0.6% |
| Memory size | 77.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 12 |
| Maximum | 22 |
| Range | 22 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.011027975 |
|---|---|
| Coefficient of variation (CV) | 0.4869120716 |
| Kurtosis | 0.2637881975 |
| Mean | 6.183925499 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.5385175399 |
| Sum | 61091 |
| Variance | 9.066289468 |
| Value | Count | Frequency (%) | |
| 6 | 1322 | 13.4% | |
| 5 | 1302 | 13.2% | |
| 4 | 1186 | 12.0% | |
| 7 | 1138 | 11.5% | |
| 8 | 942 | 9.5% | |
| 3 | 917 | 9.3% | |
| 9 | 717 | 7.3% | |
| 2 | 609 | 6.2% | |
| 10 | 527 | 5.3% | |
| 11 | 340 | 3.4% | |
| Other values (11) | 879 | 8.9% |
| Value | Count | Frequency (%) | |
| 0 | 63 | 0.6% | |
| 1 | 313 | 3.2% | |
| 2 | 609 | 6.2% | |
| 3 | 917 | 9.3% | |
| 4 | 1186 | 12.0% |
| Value | Count | Frequency (%) | |
| 22 | 1 | < 0.1% | |
| 19 | 2 | < 0.1% | |
| 18 | 4 | < 0.1% | |
| 17 | 13 | 0.1% | |
| 16 | 30 | 0.3% |
blueDeaths
Real number (ℝ≥0)
| Distinct count | 21 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.137665755643284 |
|---|---|
| Minimum | 0 |
| Maximum | 22 |
| Zeros | 72 |
| Zeros (%) | 0.7% |
| Memory size | 77.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 22 |
| Range | 22 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.933817709 |
|---|---|
| Coefficient of variation (CV) | 0.4780021959 |
| Kurtosis | 0.2140976082 |
| Mean | 6.137665756 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.5074928208 |
| Sum | 60634 |
| Variance | 8.607286351 |
| Value | Count | Frequency (%) | |
| 5 | 1341 | 13.6% | |
| 6 | 1293 | 13.1% | |
| 4 | 1221 | 12.4% | |
| 7 | 1188 | 12.0% | |
| 8 | 942 | 9.5% | |
| 3 | 934 | 9.5% | |
| 9 | 734 | 7.4% | |
| 2 | 603 | 6.1% | |
| 10 | 494 | 5.0% | |
| 11 | 331 | 3.4% | |
| Other values (11) | 798 | 8.1% |
| Value | Count | Frequency (%) | |
| 0 | 72 | 0.7% | |
| 1 | 270 | 2.7% | |
| 2 | 603 | 6.1% | |
| 3 | 934 | 9.5% | |
| 4 | 1221 | 12.4% |
| Value | Count | Frequency (%) | |
| 22 | 1 | < 0.1% | |
| 19 | 2 | < 0.1% | |
| 18 | 2 | < 0.1% | |
| 17 | 8 | 0.1% | |
| 16 | 20 | 0.2% |
| Distinct count | 30 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.645105779937241 |
|---|---|
| Minimum | 0 |
| Maximum | 29 |
| Zeros | 217 |
| Zeros (%) | 2.2% |
| Memory size | 77.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 14 |
| Maximum | 29 |
| Range | 29 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4.0645199 |
|---|---|
| Coefficient of variation (CV) | 0.6116561623 |
| Kurtosis | 1.159114492 |
| Mean | 6.64510578 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.8902611921 |
| Sum | 65647 |
| Variance | 16.52032202 |
| Value | Count | Frequency (%) | |
| 5 | 1068 | 10.8% | |
| 4 | 1010 | 10.2% | |
| 6 | 935 | 9.5% | |
| 3 | 926 | 9.4% | |
| 7 | 880 | 8.9% | |
| 8 | 843 | 8.5% | |
| 2 | 731 | 7.4% | |
| 9 | 648 | 6.6% | |
| 10 | 541 | 5.5% | |
| 1 | 468 | 4.7% | |
| Other values (20) | 1829 | 18.5% |
| Value | Count | Frequency (%) | |
| 0 | 217 | 2.2% | |
| 1 | 468 | 4.7% | |
| 2 | 731 | 7.4% | |
| 3 | 926 | 9.4% | |
| 4 | 1010 | 10.2% |
| Value | Count | Frequency (%) | |
| 29 | 2 | < 0.1% | |
| 28 | 1 | < 0.1% | |
| 27 | 1 | < 0.1% | |
| 26 | 3 | < 0.1% | |
| 25 | 7 | 0.1% |
blueEliteMonsters
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 77.2 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 710 |
| Value | Count | Frequency (%) | |
| 0 | 5156 | 52.2% | |
| 1 | 4013 | 40.6% | |
| 2 | 710 | 7.2% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
blueDragons
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 77.2 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 6303 | 63.8% | |
| 1 | 3576 | 36.2% |
blueHeralds
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 77.2 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 8022 | 81.2% | |
| 1 | 1857 | 18.8% |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05142220872557951 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 9415 |
| Zeros (%) | 95.3% |
| Memory size | 77.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2443691686 |
|---|---|
| Coefficient of variation (CV) | 4.752210662 |
| Kurtosis | 39.85959574 |
| Mean | 0.05142220873 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.590241464 |
| Sum | 508 |
| Variance | 0.05971629054 |
| Value | Count | Frequency (%) | |
| 0 | 9415 | 95.3% | |
| 1 | 429 | 4.3% | |
| 2 | 27 | 0.3% | |
| 3 | 7 | 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 9415 | 95.3% | |
| 1 | 429 | 4.3% | |
| 2 | 27 | 0.3% | |
| 3 | 7 | 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4 | 1 | < 0.1% | |
| 3 | 7 | 0.1% | |
| 2 | 27 | 0.3% | |
| 1 | 429 | 4.3% | |
| 0 | 9415 | 95.3% |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 77.2 KiB |
| Normal | |
|---|---|
| Few | |
| Many | 919 |
| Very Few | 69 |
| Very Many | 53 |
| Value | Count | Frequency (%) | |
| Normal | 5206 | 52.7% | |
| Few | 3632 | 36.8% | |
| Many | 919 | 9.3% | |
| Very Few | 69 | 0.7% | |
| Very Many | 53 | 0.5% |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 4.74106691 |
| Min length | 3 |
blueAvgLevel
Real number (ℝ≥0)
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.916003644093531 |
|---|---|
| Minimum | 4.6 |
| Maximum | 8.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 77.2 KiB |
Quantile statistics
| Minimum | 4.6 |
|---|---|
| 5-th percentile | 6.4 |
| Q1 | 6.8 |
| median | 7 |
| Q3 | 7.2 |
| 95-th percentile | 7.4 |
| Maximum | 8 |
| Range | 3.4 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.3051458223 |
|---|---|
| Coefficient of variation (CV) | 0.04412169773 |
| Kurtosis | 1.116166722 |
| Mean | 6.916003644 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -0.3385015794 |
| Sum | 68323.2 |
| Variance | 0.09311397286 |
| Value | Count | Frequency (%) | |
| 7 | 2611 | 26.4% | |
| 6.8 | 2442 | 24.7% | |
| 7.2 | 1779 | 18.0% | |
| 6.6 | 1339 | 13.6% | |
| 7.4 | 684 | 6.9% | |
| 6.4 | 578 | 5.9% | |
| 6.2 | 175 | 1.8% | |
| 7.6 | 174 | 1.8% | |
| 6 | 43 | 0.4% | |
| 7.8 | 28 | 0.3% | |
| Other values (7) | 26 | 0.3% |
| Value | Count | Frequency (%) | |
| 4.6 | 1 | < 0.1% | |
| 4.8 | 1 | < 0.1% | |
| 5.2 | 2 | < 0.1% | |
| 5.4 | 3 | < 0.1% | |
| 5.6 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8 | 2 | < 0.1% | |
| 7.8 | 28 | 0.3% | |
| 7.6 | 174 | 1.8% | |
| 7.4 | 684 | 6.9% | |
| 7.2 | 1779 | 18.0% |
blueTotalExperience
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 77.2 KiB |
| Normal | |
|---|---|
| High | |
| Low | 29 |
| Value | Count | Frequency (%) | |
| Normal | 5658 | 57.3% | |
| High | 4192 | 42.4% | |
| Low | 29 | 0.3% |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.142524547 |
| Min length | 3 |
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 77.2 KiB |
| Normal | |
|---|---|
| High | |
| Low | 48 |
| Value | Count | Frequency (%) | |
| Normal | 5047 | 51.1% | |
| High | 4784 | 48.4% | |
| Low | 48 | 0.5% |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.016904545 |
| Min length | 3 |
blueTotalJungleMinionsKilled
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 77.2 KiB |
| Normal | |
|---|---|
| High | 1307 |
| Low | 166 |
| Value | Count | Frequency (%) | |
| Normal | 8406 | 85.1% | |
| High | 1307 | 13.2% | |
| Low | 166 | 1.7% |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.684988359 |
| Min length | 3 |
blueGoldDiff
Real number (ℝ)
| Distinct count | 6047 |
|---|---|
| Unique (%) | 61.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.414110739953436 |
|---|---|
| Minimum | -10830 |
| Maximum | 11467 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Memory size | 77.2 KiB |
Quantile statistics
| Minimum | -10830 |
|---|---|
| 5-th percentile | -4033.2 |
| Q1 | -1585.5 |
| median | 14 |
| Q3 | 1596 |
| 95-th percentile | 4074 |
| Maximum | 11467 |
| Range | 22297 |
| Interquartile range (IQR) | 3181.5 |
Descriptive statistics
| Standard deviation | 2453.349179 |
|---|---|
| Coefficient of variation (CV) | 170.2046851 |
| Kurtosis | 0.2994089 |
| Mean | 14.41411074 |
| Median Absolute Deviation (MAD) | 1592 |
| Skewness | 0.03003750876 |
| Sum | 142397 |
| Variance | 6018922.196 |
| Value | Count | Frequency (%) | |
| 428 | 8 | 0.1% | |
| 1167 | 7 | 0.1% | |
| -1806 | 7 | 0.1% | |
| -1208 | 6 | 0.1% | |
| -355 | 6 | 0.1% | |
| -211 | 6 | 0.1% | |
| -2564 | 6 | 0.1% | |
| -418 | 6 | 0.1% | |
| -978 | 6 | 0.1% | |
| -259 | 6 | 0.1% | |
| Other values (6037) | 9815 | 99.4% |
| Value | Count | Frequency (%) | |
| -10830 | 1 | < 0.1% | |
| -10329 | 1 | < 0.1% | |
| -9341 | 1 | < 0.1% | |
| -9152 | 1 | < 0.1% | |
| -8472 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 11467 | 1 | < 0.1% | |
| 8977 | 1 | < 0.1% | |
| 8863 | 1 | < 0.1% | |
| 8776 | 1 | < 0.1% | |
| 8667 | 1 | < 0.1% |
blueExperienceDiff
Real number (ℝ)
| Distinct count | 5356 |
|---|---|
| Unique (%) | 54.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -33.62030569895738 |
|---|---|
| Minimum | -9333 |
| Maximum | 8348 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 77.2 KiB |
Quantile statistics
| Minimum | -9333 |
|---|---|
| 5-th percentile | -3206.1 |
| Q1 | -1290.5 |
| median | -28 |
| Q3 | 1212 |
| 95-th percentile | 3109.3 |
| Maximum | 8348 |
| Range | 17681 |
| Interquartile range (IQR) | 2502.5 |
Descriptive statistics
| Standard deviation | 1920.370438 |
|---|---|
| Coefficient of variation (CV) | -57.11936279 |
| Kurtosis | 0.3648478761 |
| Mean | -33.6203057 |
| Median Absolute Deviation (MAD) | 1252 |
| Skewness | 0.02287603635 |
| Sum | -332135 |
| Variance | 3687822.62 |
| Value | Count | Frequency (%) | |
| 63 | 8 | 0.1% | |
| -29 | 7 | 0.1% | |
| -1025 | 7 | 0.1% | |
| -226 | 7 | 0.1% | |
| -298 | 7 | 0.1% | |
| 411 | 7 | 0.1% | |
| -1476 | 7 | 0.1% | |
| -1142 | 6 | 0.1% | |
| 241 | 6 | 0.1% | |
| 1938 | 6 | 0.1% | |
| Other values (5346) | 9811 | 99.3% |
| Value | Count | Frequency (%) | |
| -9333 | 1 | < 0.1% | |
| -8531 | 1 | < 0.1% | |
| -8290 | 1 | < 0.1% | |
| -8242 | 1 | < 0.1% | |
| -7340 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8348 | 1 | < 0.1% | |
| 8265 | 1 | < 0.1% | |
| 7645 | 1 | < 0.1% | |
| 7621 | 1 | < 0.1% | |
| 7609 | 1 | < 0.1% |
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 77.2 KiB |
| Normal | |
|---|---|
| High | |
| Low | 48 |
| Value | Count | Frequency (%) | |
| Normal | 5047 | 51.1% | |
| High | 4784 | 48.4% | |
| Low | 48 | 0.5% |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.016904545 |
| Min length | 3 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| gameId | blueWins | blueWardsPlaced | blueWardsDestroyed | blueFirstBlood | blueKills | blueDeaths | blueAssists | blueEliteMonsters | blueDragons | blueHeralds | blueTowersDestroyed | blueTotalGold | blueAvgLevel | blueTotalExperience | blueTotalMinionsKilled | blueTotalJungleMinionsKilled | blueGoldDiff | blueExperienceDiff | blueCSPerMin | blueGoldPerMin | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 4519157822 | No | 28 | 2 | Yes | 9 | 6 | 11 | 0 | 0 | 0 | 0 | Normal | 6.6 | Normal | Normal | Normal | 643 | -8 | Normal | Normal |
| 1 | 4523371949 | No | 12 | 1 | No | 5 | 5 | 5 | 0 | 0 | 0 | 0 | Few | 6.6 | Normal | Normal | Normal | -2908 | -1173 | Normal | Few |
| 2 | 4521474530 | No | 15 | 0 | No | 7 | 11 | 4 | 1 | 1 | 0 | 0 | Normal | 6.4 | Normal | Normal | Normal | -1172 | -1033 | Normal | Normal |
| 3 | 4524384067 | No | 43 | 1 | No | 4 | 5 | 5 | 1 | 0 | 1 | 0 | Few | 7.0 | Normal | Normal | Normal | -1321 | -7 | Normal | Few |
| 4 | 4436033771 | No | 75 | 4 | No | 6 | 6 | 6 | 0 | 0 | 0 | 0 | Normal | 7.0 | High | Normal | Normal | -1004 | 230 | Normal | Normal |
| 5 | 4475365709 | Yes | 18 | 0 | No | 5 | 3 | 6 | 1 | 1 | 0 | 0 | Few | 7.0 | Normal | High | Normal | 698 | 101 | High | Few |
| 6 | 4493010632 | Yes | 18 | 3 | Yes | 7 | 6 | 7 | 1 | 1 | 0 | 0 | Normal | 6.8 | Normal | High | Normal | 2411 | 1563 | High | Normal |
| 7 | 4496759358 | No | 16 | 2 | No | 5 | 13 | 3 | 0 | 0 | 0 | 0 | Few | 6.4 | Normal | Normal | Normal | -2615 | -800 | Normal | Few |
| 8 | 4443048030 | No | 16 | 3 | No | 7 | 7 | 8 | 0 | 0 | 0 | 0 | Normal | 7.2 | High | Normal | Normal | -1979 | -771 | Normal | Normal |
| 9 | 4509433346 | Yes | 13 | 1 | Yes | 4 | 5 | 5 | 1 | 1 | 0 | 0 | Few | 6.8 | Normal | High | Normal | -1548 | -1574 | High | Few |
Last rows
| gameId | blueWins | blueWardsPlaced | blueWardsDestroyed | blueFirstBlood | blueKills | blueDeaths | blueAssists | blueEliteMonsters | blueDragons | blueHeralds | blueTowersDestroyed | blueTotalGold | blueAvgLevel | blueTotalExperience | blueTotalMinionsKilled | blueTotalJungleMinionsKilled | blueGoldDiff | blueExperienceDiff | blueCSPerMin | blueGoldPerMin | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9869 | 4527875317 | No | 12 | 1 | No | 9 | 12 | 12 | 1 | 1 | 0 | 0 | Normal | 7.0 | High | Normal | Normal | -2121 | -1038 | Normal | Normal |
| 9870 | 4527811425 | Yes | 46 | 2 | Yes | 5 | 3 | 2 | 0 | 0 | 0 | 0 | Normal | 7.2 | High | High | High | 1974 | 1712 | High | Normal |
| 9871 | 4527715781 | No | 12 | 2 | No | 4 | 5 | 5 | 2 | 1 | 1 | 0 | Few | 6.8 | High | Normal | Normal | -727 | 343 | Normal | Few |
| 9872 | 4527650398 | Yes | 12 | 0 | Yes | 7 | 7 | 9 | 0 | 0 | 0 | 0 | Normal | 7.0 | Normal | High | Normal | 756 | 1 | High | Normal |
| 9873 | 4527878058 | Yes | 18 | 2 | Yes | 12 | 6 | 13 | 0 | 0 | 0 | 0 | Many | 7.2 | High | Normal | Normal | 2639 | 2364 | Normal | Many |
| 9874 | 4527873286 | Yes | 17 | 2 | Yes | 7 | 4 | 5 | 1 | 1 | 0 | 0 | Normal | 7.2 | High | Normal | High | 2519 | 2469 | Normal | Normal |
| 9875 | 4527797466 | Yes | 54 | 0 | No | 6 | 4 | 8 | 1 | 1 | 0 | 0 | Normal | 7.2 | High | High | Normal | 782 | 888 | High | Normal |
| 9876 | 4527713716 | No | 23 | 1 | No | 6 | 7 | 5 | 0 | 0 | 0 | 0 | Few | 7.0 | Normal | Normal | Normal | -2416 | -1877 | Normal | Few |
| 9877 | 4527628313 | No | 14 | 4 | Yes | 2 | 3 | 3 | 1 | 1 | 0 | 0 | Few | 6.6 | Normal | High | Normal | -839 | -1085 | High | Few |
| 9878 | 4523772935 | Yes | 18 | 0 | Yes | 6 | 6 | 5 | 0 | 0 | 0 | 0 | Normal | 7.0 | Normal | Normal | Normal | 927 | -58 | Normal | Normal |